Manish Malik

Snapchat's new trend detection system proves that LLMs can successfully consolidate multimodal signals at scale to surface emerging topics from short-form video, boosting content freshness and user engagement.

Semantic IDs, which drastically reduce ID cardinality while inducing semantic clustering, have demonstrably improved ranking and retrieval in Snapchat's production recommender systems.